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Tools & Automation
CLI tools, utilities, converters, workflow automation, and productivity helpers
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- Ct Z Stack Orientation FlipDetect inverted CT slice ordering by comparing ImagePositionPatient[2] (the Z coordinate) of the first and last DICOM slice in a series, flipping the volume along axis 0 when needed so every patient ends up in canonical head→feet orderVotes: 0GitHub stars: 61
- Confidence Threshold MultilabelAssigns multiple labels per sample using a confidence threshold on sigmoid outputs with a fallback negative class.Votes: 0GitHub stars: 61
- Combinatorial Deletion Point MatchingMatch two unequal-length point sets by enumerating which points to drop from the longer set, searching over deletion combinationsVotes: 0GitHub stars: 61
- Clip Aesthetic ScoringScores image aesthetic quality by passing L2-normalized CLIP ViT-L/14 embeddings through a trained MLP regressor head.Votes: 0GitHub stars: 61
- Class Density Threshold Patch SamplingSample training patches from large images using per-class area-fraction thresholds to ensure each patch contains meaningful object coverageVotes: 0GitHub stars: 61
- Class Balanced Epoch UndersamplingDynamically undersample majority class each epoch with per-class keep probabilities for stochastic balanceVotes: 0GitHub stars: 61
- Brovey PansharpeningFuse low-resolution multispectral bands with a high-resolution panchromatic band using the Brovey transform to produce sharp multi-band imageryVotes: 0GitHub stars: 61
- Bce Dice Combined LossCombines BCE-with-logits and soft Dice loss with configurable weights for binary and multilabel segmentation training.Votes: 0GitHub stars: 61
- 3d Center Crop Zero PadSelect center slices from a 3D volume and zero-pad along depth when the scan has fewer slices than the target countVotes: 0GitHub stars: 61
- Make ReleasePrepare and publish a new release for the youtube-unofficial project. You manage the release process: update the changelog, determine the version bump, run pre-commit checks, bump the version, and push, and align GitHub release notes with the changelog.Votes: 0GitHub stars: 55
- CiCreate high-quality Git commits for all pending changes.Votes: 0GitHub stars: 55
- ReleasePrepare or publish a cargo-coupling version when the user requests a release.Votes: 0GitHub stars: 109
- MutantsRun cargo-mutants on selected Rust code and investigate gaps in tests revealed by surviving mutations.Votes: 0GitHub stars: 109
- Check BalanceCheck a Rust project's coupling health summary or run a requested CI quality gate.Votes: 0GitHub stars: 109
- AnalyzeRun cargo-coupling and interpret a Rust project's coupling report, history, or baseline diff.Votes: 0GitHub stars: 109
- SorrifierIsolates failing proof steps by replacing them with `sorry` and extracting them into standalone lemmas to modularize and decouple complex Lean 4 proofs.Votes: 0GitHub stars: 273
- SearchSearch tools for finding Lean theorems, lemmas, and definitions in MathlibVotes: 0GitHub stars: 273
- Code TransformCode transformation tools for repairing, simplifying, and extracting Lean proofsVotes: 0GitHub stars: 273
- Pipeline TestingTest and validate MaaFramework Pipeline JSON, recognition nodes, action nodes, CustomAction/CustomRecognition wiring, resource loading, and end-to-end task behavior. Use when running `run_pipeline`, checking OCR/TemplateMatch/ColorMatch ROI, validating `context.run_task()` results, auditing `action: Custom` or `recognition: Custom` registrations, or choosing the right resource-check command.Votes: 0GitHub stars: 66
- Pipeline OptionAdd runtime UI options (select/checkbox/switch/input) to MaaFramework option surfaces such as `assets/interface.json` or `assets/resource/tasks/**/*.json`. Use when adding a user-facing toggle, selector, checkbox, or input; wiring options to `pipeline_override`; aligning option paths with Python `context.get_node_data()` or CustomAction params; or reviewing option behavior across Pipeline JSON and Python.Votes: 0GitHub stars: 66
- Pipeline GenerateGenerate MaaFramework Pipeline nodes and recognition snippets from screenshots or observed UI state. Use for OCR node generation, ROI sweep, choosing TemplateMatch/OCR/ColorMatch/CustomRecognition, preserving target-file schema style, and designing `next`/`[JumpBack]` links before merging generated nodes into pipeline JSON.Votes: 0GitHub stars: 66
- Collect Game Item Data收集游戏物品数据的自动化流程，使用 maa-mcp 工具操作。Votes: 0GitHub stars: 66
- Handling CommandsPatterns for handling commands, validating input, and filtering messages in XMTP agents. Use when implementing slash commands, validators, or message filters. Triggers on command handling, input validation, or type guards.Votes: 0GitHub stars: 54
- Creating Inline ActionsInteractive button-based UI for XMTP agents following XIP-67. Use when creating menus, confirmation dialogs, selection options, or any button-based interaction. Triggers on inline actions, buttons, menus, or ActionBuilder.Votes: 0GitHub stars: 54